Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "161" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 217 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 212 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.138836 | 0.533459 | 3.139072 | 16.520345 | 0.617343 | 14.690228 | 2.299348 | 10.721393 | 0.8022 | 0.7291 | 0.2258 | 13.376790 | 11.529307 |
| 2459593 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.220202 | 31.855371 | 2.739956 | 10.567991 | 0.018030 | 9.297685 | 0.455784 | 2.949726 | 0.7555 | 0.6499 | 0.2431 | 5.432118 | 6.072292 |
| 2459592 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.204408 | -0.736792 | 0.577306 | 0.049627 | -0.804851 | -0.906849 | -1.860205 | 0.047014 | 0.0677 | 0.0387 | 0.0122 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.640184 | 38.936285 | 3.344073 | 12.763115 | 0.105235 | 7.740318 | -0.516687 | 1.224700 | 0.6851 | 0.5905 | 0.3380 | 4.629131 | 3.691086 |
| 2459590 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.968351 | 41.450197 | 3.116436 | 12.030319 | 0.766569 | 7.322987 | 0.369004 | 0.904319 | 0.6854 | 0.5888 | 0.3339 | 5.260378 | 3.920311 |
| 2459589 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.183939 | 38.998362 | 2.342794 | 10.892169 | -0.258276 | 6.082505 | 1.318585 | 5.650615 | 0.7251 | 0.6251 | 0.2680 | 6.376129 | 5.435084 |
| 2459588 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.023641 | 25.908602 | 3.368875 | 14.165715 | -0.422659 | 10.659507 | 0.555013 | 4.586439 | 0.7973 | 0.6926 | 0.2169 | 7.731274 | 5.940998 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 353.737648 | 354.216883 | inf | inf | 106.010961 | 104.835071 | 588.100658 | 620.551042 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459586 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 312.565123 | 314.694477 | inf | inf | 15.444081 | 13.621471 | 690.681575 | 380.634252 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459585 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.915434 | -0.660018 | -0.294536 | -0.305029 | -0.640594 | -0.520094 | -1.060243 | -0.012953 | 0.0464 | 0.0388 | -0.0004 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15978.478751 | 576.931253 | inf | inf | -27288.906309 | -1198.586908 | -202911.984648 | -8142.623082 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459583 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.445478 | 37.611282 | -0.765279 | 2.723455 | -0.480686 | 4.800379 | -0.022557 | 1.444127 | 0.6854 | 0.5974 | 0.3492 | 4.264534 | 5.137595 |
| 2459582 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.418153 | 33.915769 | -0.765688 | 2.683212 | -0.482293 | 6.445299 | -0.068962 | 0.632971 | 0.6868 | 0.5873 | 0.3534 | 4.205289 | 5.095717 |
| 2459581 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.174256 | 46.907800 | -0.618915 | 2.655237 | -0.042113 | 5.516837 | 0.283773 | 1.619494 | 0.6941 | 0.5956 | 0.3456 | 4.404463 | 5.350366 |
| 2459580 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.223309 | 35.062752 | -0.869934 | 2.836331 | -0.429167 | 5.638564 | 1.134840 | 3.747753 | 0.6854 | 0.5872 | 0.3455 | 5.176912 | 5.075228 |
| 2459579 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.128724 | 35.622218 | -0.741186 | 3.749835 | 0.253834 | 6.564839 | -0.348922 | 0.754695 | 0.6826 | 0.5833 | 0.3437 | 0.000000 | 0.000000 |
| 2459578 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.374142 | 0.477212 | -0.833224 | -0.455711 | 0.336517 | -0.314233 | -0.030009 | 0.117643 | 0.0705 | 0.0576 | 0.0199 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459576 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.122759 | 34.416693 | -0.378526 | 2.415057 | 0.206307 | 4.995398 | 0.819876 | 2.003975 | 0.7040 | 0.6089 | 0.3472 | 4.719643 | 4.041561 |
| 2459575 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.348596 | 31.458940 | -0.624324 | 2.107870 | -1.114084 | 3.615348 | -0.683704 | 2.508962 | 0.7666 | 0.6784 | 0.2950 | 8.004728 | 7.746017 |
| 2459574 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459573 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.027552 | 33.420450 | -0.833165 | 3.520569 | -0.460278 | 7.157983 | -0.277258 | 1.721645 | 0.7036 | 0.6101 | 0.3409 | 4.975260 | 5.563542 |
| 2459572 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.194871 | 34.226620 | -0.631627 | 2.061028 | -0.394267 | 3.870622 | -0.176080 | 0.346966 | 0.7066 | 0.6157 | 0.3422 | 5.645112 | 5.860966 |
| 2459571 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.827997 | 6.593806 | -0.397415 | -0.878394 | -0.457894 | 0.138103 | -1.027558 | -0.375261 | 0.6913 | 0.6138 | 0.3136 | 15.613206 | 12.372833 |
| 2459569 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.404702 | 34.823457 | -0.510552 | 2.543577 | -0.764070 | 3.170806 | -0.693335 | 2.845131 | 0.7766 | 0.7032 | 0.2147 | 5.111812 | 6.977973 |
| 2459566 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.545772 | 33.679647 | -0.567196 | 2.673202 | -0.554711 | 5.353682 | -0.605997 | 1.351344 | 0.6972 | 0.5973 | 0.3606 | 4.442281 | 5.384756 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | -0.000390 | -0.000390 | 0.000000 | 0.000000 | -0.823769 | -0.823769 | -0.908427 | -0.908427 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.634031 | 33.640273 | -0.422724 | 3.198338 | 0.243078 | -1.632458 | -0.085044 | 1.688108 | 0.7135 | 0.6095 | 0.3571 | 3.459681 | 4.111599 |
| 2459563 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.983612 | 34.763241 | -0.469166 | 5.877333 | -0.836728 | 5.793719 | -0.359491 | 0.391925 | 0.7096 | 0.6102 | 0.3493 | 4.900384 | 6.279951 |
| 2459562 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.414947 | 25.015943 | -0.101750 | 1.630010 | 0.392862 | -1.760054 | 0.132878 | 0.259088 | 0.7111 | 0.6158 | 0.3425 | 3.840009 | 4.470195 |
| 2459561 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.189172 | 25.242273 | -0.192661 | 1.390026 | 0.420081 | -1.632536 | 0.017645 | 0.097505 | 0.7092 | 0.6149 | 0.3436 | 3.309149 | 4.149668 |
| 2459560 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.254660 | 23.414365 | -0.013536 | 1.402045 | 0.858043 | -1.293031 | -0.049298 | -0.017328 | 0.7088 | 0.6118 | 0.3550 | 3.774356 | 4.351500 |
| 2459559 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.223321 | 29.474170 | -0.238958 | 1.579022 | 0.659101 | -1.342221 | 0.156857 | 0.290114 | 0.7059 | 0.6043 | 0.3505 | 3.383319 | 3.913722 |
| 2459558 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.879089 | 34.903562 | -0.719560 | 2.790126 | -0.612802 | 5.582595 | -0.230209 | 0.610759 | 0.7105 | 0.6063 | 0.3518 | 3.836628 | 3.785896 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0843 | 0.0456 | 0.0191 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.755723 | 36.838381 | -0.754749 | 3.345714 | -0.018433 | 5.073333 | -0.491445 | 2.681106 | 0.7042 | 0.6041 | 0.3531 | 3.994670 | 3.963955 |
| 2459554 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7137 | 0.6179 | 0.3584 | nan | nan |
| 2459553 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7092 | 0.6125 | 0.3590 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.671211 | 43.075621 | -0.780740 | 3.787851 | -0.802569 | 9.076663 | -0.562474 | 2.167531 | 0.7198 | 0.6160 | 0.3582 | 7.214314 | 4.927134 |
| 2459551 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.407161 | 23.784884 | -0.214915 | 1.771373 | 0.827202 | -2.207963 | 0.059896 | 0.592190 | 0.7136 | 0.6152 | 0.3564 | 3.736310 | 4.231687 |
| 2459550 | RF_maintenance | - | 99.18% | 99.18% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0669 | 0.0515 | 0.0023 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.977662 | 33.623079 | -0.708042 | 2.905325 | 0.223970 | 5.769022 | -0.313590 | 1.077624 | 0.7064 | 0.6036 | 0.3649 | 4.165516 | 4.759468 |
| 2459542 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459541 | RF_maintenance | 100.00% | 1.79% | 1.79% | 0.00% | 100.00% | 0.00% | 1.085992 | 40.947821 | -0.948632 | 3.746248 | 0.529206 | 4.594043 | -0.452845 | 4.193939 | 0.7456 | 0.6507 | 0.3051 | 4.272609 | 3.345186 |
| 2459540 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.328075 | 32.677432 | -0.253490 | 1.590588 | -0.050913 | 0.096510 | -0.030850 | 0.874349 | 0.7598 | 0.6600 | 0.3190 | 3.422751 | 3.919766 |
| 2459536 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.725495 | 59.890556 | -0.650122 | 5.648201 | -0.393858 | 9.486281 | 0.383237 | 0.705245 | 0.7383 | 0.6345 | 0.3736 | 4.802254 | 3.840590 |
| 2459535 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.956694 | 26.729529 | -0.094575 | 1.461045 | -0.260715 | 0.774057 | -0.201030 | 1.172542 | 0.7937 | 0.6836 | 0.3305 | 3.841072 | 3.877634 |
| 2459534 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.856083 | 27.099681 | 0.032344 | 1.296342 | 0.145718 | 1.988117 | 0.284420 | 1.600770 | 0.7831 | 0.6642 | 0.3337 | 4.758518 | 4.149042 |
| 2459533 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459532 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.764943 | 46.899262 | -0.656397 | 4.159957 | -0.148462 | 6.663289 | -0.464995 | 1.625275 | 0.7336 | 0.6344 | 0.3579 | 4.242094 | 4.512471 |
| 2459530 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.547074 | 26.147493 | -0.145515 | 1.308860 | 0.647984 | -1.774425 | -0.017588 | 1.585522 | 0.7461 | 0.6386 | 0.3573 | 4.255602 | 4.435141 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.954547 | 48.550356 | -0.396156 | 5.418441 | -0.955201 | 5.780560 | 0.160418 | 3.604946 | 0.9114 | 0.9028 | 0.2614 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 1.528476 | 47.749147 | -0.449120 | 3.569718 | -0.922956 | 6.958792 | -0.018192 | 2.626863 | nan | nan | nan | 5.703701 | 6.188354 |
| 2459522 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.203604 | 44.851108 | -0.872701 | 4.562451 | -0.947427 | 4.305362 | -0.081812 | 2.657166 | 0.6909 | 0.5955 | 0.3209 | 4.703685 | 7.298203 |
| 2459513 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.027017 | 0.492586 | -0.789715 | -0.663945 | -0.161552 | -0.880872 | 0.255159 | 0.326323 | 0.0959 | 0.0735 | 0.0158 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.043740 | 43.060070 | -0.660478 | 4.814420 | -0.278009 | 6.703652 | -0.375909 | 6.600912 | 0.9197 | 0.9237 | 0.1463 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.115179 | 51.772439 | -0.720738 | 5.130485 | -0.084326 | 2.350028 | 0.630977 | 4.564311 | 0.8932 | 0.7422 | 0.2292 | 28.430832 | 26.752208 |
| 2459503 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.247127 | 53.762326 | -0.677126 | 7.895026 | -0.300185 | 2.259996 | 0.465148 | 3.909962 | 0.8857 | 0.8360 | 0.3876 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | 42.720132 | 42.720132 | 1.799177 | 15.810412 | 2.628049 | 4.660665 | 2.714343 | 10.513132 | 1.869912 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | 49.846850 | 49.846850 | 1.799881 | 19.903392 | 3.356235 | 5.011952 | 2.738014 | 2.084913 | 0.702877 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | 38.358084 | 2.116974 | 38.358084 | 2.004559 | 9.940437 | 2.244930 | 2.595886 | 1.271519 | 4.123976 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | 34.262006 | 34.262006 | 2.133589 | 9.155952 | 1.980195 | 2.167246 | 2.148617 | 2.174503 | 1.264186 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | 61.021368 | 61.021368 | 2.504241 | 26.016610 | 5.179982 | 4.490493 | 5.272939 | 4.257317 | 2.100928 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | 43.934950 | 1.143001 | 43.934950 | 2.628559 | 11.904933 | 0.570193 | 3.441647 | 0.326950 | 2.097539 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | 55.006005 | 3.206360 | 55.006005 | 5.502402 | 24.259229 | 12.096690 | 8.501791 | 6.211430 | 8.608046 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | 39.724977 | 1.072183 | 39.724977 | 1.405060 | 14.456446 | 2.089858 | 2.486913 | 2.721855 | 10.920842 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | 25.517610 | 25.517610 | 0.259902 | 4.683548 | 0.711330 | 0.629804 | 0.663174 | 1.422965 | 0.182145 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | 37.075555 | 0.821230 | 37.075555 | 1.058073 | 4.948281 | 2.446831 | 1.558971 | 1.036342 | 11.622481 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | 30.473980 | 0.455232 | 30.473980 | 0.755837 | 4.316211 | 1.415599 | 2.414405 | 1.794583 | 10.241907 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | 41.404696 | 41.404696 | 0.996844 | 5.530487 | 1.216699 | 1.725247 | 2.165276 | 2.091108 | 0.466256 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | 46.349986 | 1.248635 | 46.349986 | 3.261108 | 11.829598 | 3.526520 | 8.891406 | 0.745454 | 31.451442 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | 55.124007 | 1.072714 | 55.124007 | 1.904561 | 11.227642 | 2.457931 | 4.106843 | 0.665243 | 7.923702 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | 40.580771 | 0.772355 | 40.580771 | 1.093539 | 5.357637 | 1.162050 | 0.937061 | 0.573293 | 15.616449 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | 38.997395 | 0.469720 | 38.997395 | 1.353453 | 6.742837 | 1.367887 | 1.784946 | 0.795067 | 1.629208 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | ee Temporal Discontinuties | 0.220409 | -0.947444 | -0.725109 | -0.752028 | -0.408790 | -0.370321 | -0.725510 | 0.220409 | 0.092366 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | Not Found | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | 39.475497 | 39.475497 | 1.169584 | 4.733475 | 0.889205 | 0.868176 | 0.434814 | 13.690976 | 0.411445 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | ee Temporal Discontinuties | 0.423245 | -1.211649 | -0.585703 | -0.332974 | -0.078733 | -0.787649 | -0.670141 | 0.423245 | -0.324813 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | 48.722782 | 1.064689 | 48.722782 | 3.013613 | 17.040469 | 1.947992 | 3.396742 | 1.340613 | 2.779746 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | ee Temporal Discontinuties | 0.230580 | -0.925371 | -0.220203 | -0.010274 | 0.010274 | -0.612080 | -0.424110 | 0.230580 | -0.077988 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | ee Shape | 0.502005 | -0.112356 | 0.502005 | -0.357925 | -0.351773 | -1.146610 | 0.288116 | -0.020925 | 0.464599 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Power | 0.690943 | -0.733796 | -0.589480 | -0.189466 | 0.690943 | -0.272214 | -0.607445 | 0.504589 | 0.426263 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | 44.057614 | 0.937183 | 44.057614 | 2.927807 | 14.399578 | -0.072076 | 3.771104 | 1.165531 | 2.687418 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | 30.438694 | 30.438694 | 0.318911 | 5.289111 | 0.540991 | 1.382530 | 0.490155 | 2.880594 | 1.073902 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | ee Temporal Discontinuties | 0.217409 | -0.661689 | -1.145760 | -0.769376 | -1.008864 | -0.785242 | -0.019661 | -0.227537 | 0.217409 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | ee Temporal Discontinuties | 0.067485 | -0.614605 | -1.123120 | -0.372224 | -0.938716 | -1.068456 | -0.536180 | 0.042147 | 0.067485 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | 51.518898 | 51.518898 | 1.123305 | 11.072819 | 2.099075 | 7.257251 | 1.193184 | 3.970756 | 0.908271 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | ee Temporal Discontinuties | 0.256523 | -0.859883 | -0.725414 | -0.836573 | -0.732765 | 0.020231 | -0.709190 | 0.256523 | -0.092294 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | ee Temporal Discontinuties | -0.038738 | -0.691346 | -0.449419 | -0.491631 | -0.651239 | -0.622069 | -0.083247 | -0.154464 | -0.038738 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | ee Temporal Discontinuties | 0.191755 | -0.655977 | -0.488763 | -0.606657 | -0.712616 | -0.966972 | -0.820463 | 0.179376 | 0.191755 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | ee Temporal Discontinuties | 0.280266 | -0.763566 | -0.767747 | -0.382413 | -0.633624 | -0.338410 | -0.699140 | 0.149579 | 0.280266 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | ee Temporal Discontinuties | -0.094627 | -0.741291 | -0.596063 | -0.624494 | -0.861918 | -0.654323 | -0.837230 | -0.271016 | -0.094627 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | 63.254073 | 1.429947 | 63.254073 | 2.636486 | 13.925119 | 1.921757 | 3.436328 | 1.502152 | 3.180075 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | ee Shape | -0.298726 | -0.298726 | -0.687791 | -0.587643 | -0.405286 | -0.329091 | -1.031727 | -0.395156 | -0.323634 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | ee Temporal Variability | 0.708958 | -0.865595 | -0.659665 | -0.584744 | -0.777291 | -0.272639 | 0.708958 | 0.042685 | -0.005791 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | ee Temporal Variability | 1.402360 | -0.593830 | -0.655888 | -0.551829 | -0.172378 | 1.402360 | 0.178166 | 0.179302 | 0.101458 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Temporal Discontinuties | 0.073602 | -0.981625 | -0.689880 | -0.617471 | -0.344864 | -0.512534 | -0.677292 | 0.004988 | 0.073602 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Temporal Discontinuties | 0.271321 | -0.746856 | -0.786224 | -0.702705 | -0.517146 | -0.143013 | -1.009241 | 0.255732 | 0.271321 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | 48.985366 | 0.745745 | 48.985366 | 1.859172 | 13.140794 | 1.393302 | 3.414508 | 0.910971 | 2.654855 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Temporal Discontinuties | 0.250025 | -0.629581 | -0.900512 | -0.449696 | -0.615705 | -0.845534 | -0.730805 | 0.250025 | 0.046209 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | 46.452610 | 46.452610 | 0.995943 | 18.047953 | 2.371549 | 4.648758 | 2.622556 | 3.690053 | 2.647935 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | ee Temporal Discontinuties | 1.975664 | 0.008694 | -0.646083 | -0.779915 | -0.887301 | 1.311711 | 1.594759 | 1.664903 | 1.975664 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | digital_ok | nn Shape | 0.160885 | 0.160885 | -0.486315 | -0.656821 | -0.864376 | -1.118476 | -0.317659 | -0.410456 | -0.325129 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | RF_maintenance | nn Shape | 44.119032 | 0.977924 | 44.119032 | 2.247578 | 14.045789 | 1.872159 | 3.664027 | 1.864559 | 19.110476 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | RF_maintenance | nn Power | 0.355933 | -0.623458 | -0.974720 | 0.355933 | 0.341060 | 0.205425 | 0.211668 | -0.011046 | -0.158214 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | RF_maintenance | ee Temporal Variability | 231.163532 | -1.062473 | 4.541784 | 0.110313 | 11.832344 | 78.134100 | 231.163532 | 0.327838 | 1.751589 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | RF_maintenance | nn Temporal Discontinuties | 0.248102 | -0.564521 | -1.049933 | -0.255184 | -0.326456 | -1.105426 | -0.889530 | 0.248102 | 0.239289 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | RF_maintenance | ee Temporal Discontinuties | 1.057105 | -0.510032 | -0.923374 | -0.518443 | -0.808268 | -0.270408 | -0.032538 | -0.288517 | 1.057105 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | RF_maintenance | nn Shape | 43.173299 | -0.062606 | 43.173299 | 1.497679 | 7.951432 | -0.516365 | 1.983338 | 0.763631 | 1.314759 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | RF_maintenance | nn Shape | 41.656540 | 41.656540 | 0.156639 | 4.545304 | 1.168857 | 2.533710 | -0.396843 | 0.766197 | 0.707220 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | RF_maintenance | ee Power | -0.307154 | -0.674491 | -0.674491 | -0.307154 | -0.307154 | -0.763975 | -0.763975 | -0.890074 | -0.890074 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | RF_maintenance | nn Temporal Discontinuties | -0.737738 | -0.941039 | -0.941039 | -0.869027 | -0.869027 | -0.758811 | -0.758811 | -0.737738 | -0.737738 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | RF_maintenance | ee Shape | -0.318759 | -0.318759 | -0.318759 | -0.341617 | -0.341617 | -0.369539 | -0.369539 | -0.327679 | -0.327679 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | N13 | RF_maintenance | nn Shape | 47.379088 | 47.379088 | 1.112205 | 8.234697 | 0.895571 | 2.060945 | 1.080054 | 3.223404 | 0.998348 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 31.155789 | -0.085592 | 31.155789 | 2.270026 | 11.672124 | 1.458079 | 11.739309 | 3.821580 | 12.130093 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 18.732689 | 0.236005 | 18.732689 | 1.109372 | 6.947578 | 0.622116 | 5.031046 | 1.176166 | 5.647129 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 38.565224 | -0.190160 | 38.565224 | 1.613584 | 8.701717 | -0.472454 | 5.318477 | 1.543415 | 1.544308 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 38.843210 | -0.192382 | 38.843210 | 2.315450 | 9.272066 | -0.387164 | 5.909268 | 1.765154 | 2.330468 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 41.572661 | 0.686706 | 41.572661 | 2.253751 | 6.966813 | 3.394707 | 3.708668 | 0.847961 | 1.441663 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 29.096662 | 29.096662 | 0.041130 | 7.900056 | 1.582656 | 0.996560 | 4.481851 | 3.629760 | 3.524477 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 36.951666 | 36.951666 | -0.131361 | 5.830678 | 1.449270 | 5.665676 | -0.280324 | 2.161479 | -0.718510 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 41.630525 | 41.630525 | -0.029486 | 5.636271 | 1.309487 | 5.952376 | -0.898749 | 7.081519 | -0.470078 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 40.702623 | -0.001587 | 40.702623 | 1.656051 | 7.425924 | -0.492820 | 4.227459 | -0.174432 | 4.052855 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 44.797813 | 44.797813 | 0.186473 | 9.513082 | 2.279776 | 6.088258 | 0.614140 | 4.078440 | 1.357501 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 41.384307 | 0.501694 | 41.384307 | 1.285663 | 7.276710 | 0.468215 | 9.168580 | 2.232896 | 3.164497 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 44.551003 | 44.551003 | 0.273747 | 7.452438 | 1.081561 | 6.288294 | 0.562651 | 2.033730 | 0.866127 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 50.330971 | 8.223868 | 50.330971 | 2.524147 | 10.237797 | 6.388044 | 4.098636 | 4.745249 | 2.411266 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 37.660038 | 37.660038 | -0.116116 | 7.968106 | 1.485821 | 4.604009 | 0.073139 | 3.541143 | -0.106881 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 42.005483 | 42.005483 | 0.497314 | 6.981362 | 1.449381 | 5.574190 | 2.890038 | 3.441494 | 3.585567 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 41.072886 | 0.584390 | 41.072886 | 1.483201 | 10.541266 | 3.256656 | 3.938007 | 4.210479 | 8.029497 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 44.909123 | 1.015315 | 44.909123 | 1.815929 | 8.296999 | 1.461776 | 2.826752 | 2.285150 | 2.039076 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 51.207219 | 51.207219 | 1.816530 | 16.617794 | 4.044375 | 7.270808 | 8.051841 | 3.843038 | 3.585820 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Temporal Discontinuties | 1.149186 | -1.381223 | -1.171041 | 0.182273 | 0.938972 | 0.428065 | -0.487760 | 0.255601 | 1.149186 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 43.222969 | 43.222969 | 1.118435 | 12.435997 | 2.224894 | 3.550404 | 2.701839 | 5.726471 | 1.453678 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 34.181520 | 0.497688 | 34.181520 | 1.765534 | 11.199511 | 3.212288 | 4.401829 | 0.337547 | 3.439391 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 39.139450 | 39.139450 | 0.675036 | 9.087035 | 1.119607 | 4.370936 | 3.033072 | 1.813227 | 0.854924 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 38.709880 | 38.709880 | 0.507042 | 7.647226 | 1.108697 | 2.826033 | 1.606764 | 2.296152 | 1.044755 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 44.869118 | 44.869118 | 0.480361 | 9.942598 | 1.419908 | 4.169300 | 2.416887 | 3.452597 | 0.046692 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 44.005769 | 44.005769 | 0.795269 | 6.908477 | 0.224607 | 4.164951 | 1.426072 | 3.213859 | 0.965766 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Power | 1.347948 | -0.937596 | -0.633357 | 0.460232 | 1.347948 | -0.007529 | -0.319642 | 0.138973 | 0.477727 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 46.655137 | 46.655137 | 0.622068 | 7.218381 | 0.536151 | 4.048025 | 1.796157 | 4.613588 | 1.019540 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 56.058157 | 0.935858 | 56.058157 | 1.702580 | 10.662114 | 2.984918 | 4.428189 | 2.231857 | 5.747336 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 43.522944 | 43.522944 | -0.348023 | 11.383292 | 1.622365 | 8.251893 | 1.266942 | 11.517640 | 2.241616 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 38.531873 | 0.419847 | 38.531873 | 0.913815 | 7.684405 | 0.739181 | 4.505317 | 1.045857 | 1.599573 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | ee Shape | 0.629409 | 0.629409 | 0.629409 | 0.627199 | 0.627199 | 0.337685 | 0.337685 | 0.047616 | 0.047616 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 38.997308 | 0.386279 | 38.997308 | 1.378131 | 9.365715 | 1.732686 | 5.084511 | 0.772616 | 2.335747 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 39.266252 | 0.435951 | 39.266252 | 1.448306 | 10.372263 | 1.005894 | 4.937207 | 1.978384 | 8.756959 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 161 | 13 | RF_maintenance | nn Shape | 42.717774 | 0.063803 | 42.717774 | 1.784035 | 12.210639 | 1.506296 | 5.500816 | 1.926074 | 2.875499 |